. . . . "Synergizing LLM Agents and Knowledge Graph for Socioeconomic Prediction in LBSN" . . . . . . . . . . "Genetic Algorithm" . . "HKGL" . . "HKGL-trans" . . "HUGAT" . . "MGFN" . . "Random Search" . . . "The SLAK framework synergizes LLM agents and a Location-Based Knowledge Graph (LBKG) for socioeconomic prediction. It leverages LLM agents' reasoning capabilities for automatic discovery and optimization of task-relevant meta-paths within the LBKG, and employs a semantic-guided knowledge fusion module for adaptive knowledge integration using LLM embeddings. Furthermore, it introduces a cross-task communication mechanism enabling both LLM agent-level collaboration for meta-path refinement and KG embedding-level fusion, positioning the LLMs as agents interacting with KGs for enhanced reasoning." . "Synergize LLM Agent and Knowledge Graph learning model (SLAK)" . . . . "2026-02-26T15:31:19.990Z"^^ . . . "LLM-KG assessment for paper 10.48550/arXiv.2411.00028" . "RSA" . "MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB" . "I0cJf6WX9BpKGTzOHmRj0F6gvLIXTeGO+ztlOWD6gin4BZsF0stuLj/TGfjdj3RRAM0paXzeZwM3XtvsXW8LQspbAtJws1zYSolWe/Gk1uXM8/LroPTPIvAk4zguF/gguFEhe0uChbXWWy9sFKKHfLaiUR9YneuOmJGjIFuKlQrUCCBcjS6rjY2pOsE/rmkWo45OtCl7O/BUI/2wmDAvyTPQyBetaI6U1FE7woy76oSodkIas/v35ymk2hBRjlPCrC1yvSi3W3ulzWGp3ZJ5/k6+C+9uxxBjDftXUKg4NyK+5GHS6EhfDGLdyKTPEulEyp0rsBi+uEaGX7j4LUgArg==" . . .